{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# MCMC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from scipy.stats import multivariate_normal\n",
    "from numpy.random import seed, rand"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%config InlineBackend.figure_format = \"retina\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "S = np.array([[0.4, -0.1]]).T\n",
    "S = np.exp(S @ S.T)\n",
    "mu = np.array([0, 0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "N = multivariate_normal(mean=mu, cov=S)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 248,
       "width": 370
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "seed(314)\n",
    "X = np.mgrid[-3:3:0.05, -3:3:0.05]\n",
    "Z = np.apply_along_axis(N.pdf, 0, X)\n",
    "obs = N.rvs(500)\n",
    "plt.scatter(*obs.T, alpha=0.05, c=\"tab:gray\")\n",
    "plt.contour(*X, Z, levels=5, cmap=\"cividis\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The Metropolis Algorithm\n",
    "\n",
    "Let our proposal distribution be \n",
    "\n",
    "$$\n",
    "    q(z_A | z_B) = \\mathcal{N}(z_A | z_B, c{\\bf I})\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [],
   "source": [
    "c = 0.1\n",
    "z = obs.mean(axis=0)\n",
    "\n",
    "seed(2718)\n",
    "samples = []\n",
    "nrounds = 0\n",
    "nsamples = 310\n",
    "while len(samples) < nsamples:\n",
    "    nrounds += 1\n",
    "    q = multivariate_normal(z, cov=c)\n",
    "    z_star = q.rvs()\n",
    "\n",
    "    A = min(1, N.pdf(z_star) / N.pdf(z))\n",
    "    if A > rand():\n",
    "        samples.append(z_star)\n",
    "        z = z_star\n",
    "samples = np.c_[samples]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prop. accepted = 75.61%\n"
     ]
    }
   ],
   "source": [
    "proportion_accepted = nsamples / nrounds\n",
    "print(f\"prop. accepted = {proportion_accepted:0.2%}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 248,
       "width": 370
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(*samples.T, alpha=0.5, marker=\"o\", linewidth=1)\n",
    "plt.contour(*X, Z, levels=5)\n",
    "plt.ylim();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Animating the Chain"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.animation as animation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 231,
       "width": 349
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(6, 4))\n",
    "ntrail = 10\n",
    "\n",
    "def animate(i):\n",
    "    ax.cla()\n",
    "    if i < ntrail:\n",
    "        trail = samples[:i]\n",
    "    else:\n",
    "        trail = samples[i - ntrail: i]\n",
    "        \n",
    "    \n",
    "    ax.plot(*trail.T, alpha=0.8, marker=\"o\", linewidth=1)\n",
    "    ax.contour(*X, Z, levels=5)\n",
    "    \n",
    "    ax.axis(\"off\")\n",
    "\n",
    "ani = animation.FuncAnimation(fig, animate, 400, interval=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "ani.save(\"mcmc.gif\", writer=\"imagemagick\", fps=50, dpi=250)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 231,
       "width": 349
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(6, 4))\n",
    "ntrail = 10\n",
    "\n",
    "def animate(i):\n",
    "    i = i + 3\n",
    "    ax.cla()\n",
    "    if i < ntrail:\n",
    "        trail = samples[:i]\n",
    "    else:\n",
    "        trail = samples[i - ntrail: i]\n",
    "        \n",
    "    \n",
    "    ax.plot(*trail.T, alpha=0.8, marker=\"o\", linewidth=1)\n",
    "    sns.kdeplot(*samples[:i].T, ax=ax)\n",
    "    \n",
    "    ax.axis(\"off\")\n",
    "\n",
    "ani = animation.FuncAnimation(fig, animate, 250, interval=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [],
   "source": [
    "ani.save(\"mcmc-kde.gif\", writer=\"imagemagick\", fps=50, dpi=250)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
